Metadata-Investigation

Resources

An Enterprise AML Investigation System with Built-In DefensesJul 30, 2026. Discover an enterprise AML investigation system with built-in defenses against 14 LLM failure modes in financial reasoning.
Hybrid Chunking and Multi-Agent LangGraph for Financial InvestigationsJul 30, 2026. Hybrid chunking & multi-agent LangGraph for financial investigations, optimizing AML alerts with structured data and real-time context.
Metadata Architecture for Financial Vector Store Precision: A Six-Dimensional Framework for Enterprise RAG SystemsJul 30, 2026. Unlock precision in financial RAG with a 6D metadata framework. Enhance retrieval, reduce hallucination, and ensure compliance.
Mastering Messy Metadata: Flattening Nested Dicts in Enterprise LangGraph RAGJul 14, 2026. In enterprise AI, the quality of your RAG system is strictly bounded by the quality of your data pipeline. By implementing a collision-aware flattening utility and wrapping it in a strictly layered, multi-agent LangGraph architecture, you ensure that messy, real-world enterprise data is normalized without silent data loss.
Apache Iceberg Explained: Modern Data Lake Architecture for DevelopersJul 15, 2026. Learn Apache Iceberg architecture, ACID transactions, schema evolution, time travel, and query optimization for building scalable modern data lakes.
Apache Gravitino Explained: Unified Metadata Governance for Modern Data PlatformsJul 13, 2026. Apache Gravitino unifies metadata across modern data platforms, simplifying governance, discovery, and compliance for complex data ecosystems.
Apache Gravitino Explained: Unified Metadata Management for Data PlatformsJul 10, 2026. Apache Gravitino: Unified metadata management for diverse data platforms. Simplify governance, enhance discovery, and unify data assets.
AI-Augmented Incident Investigation for Cloud-Native ApplicationsJun 23, 2026. Leverage AI to streamline cloud-native incident investigation, reducing MTTD/MTTR by correlating data and pinpointing root causes.
Hybrid RAG with LangGraph: Vector, Keyword & Metadata Retrieval in ActionJun 20, 2026. Master hybrid RAG with LangGraph: Combine vector, keyword, and metadata retrieval for production-ready, auditable AI answers.
How to Design AI-Friendly Database Schemas for Knowledge Retrieval SystemsJun 16, 2026. Optimize AI knowledge retrieval by designing AI-friendly database schemas. Learn best practices for chunking, metadata, embeddings, and security.
Preprocessing Framework for Retrieval-Augmented Generation (RAG)Feb 24, 2026. Master RAG preprocessing: chunking for consumable data, embeddings for semantic comparison, and metadata for contextual filtering. Build better LLM apps!
Modern Metadata Management Strategy for EnterprisesFeb 19, 2026. Unlock data's potential! Modern metadata management drives discovery, governance, and compliance. Build a scalable strategy for enterprise success. #DataGovernance
Enterprise AI Architecture with Vector Database, Metadata, RAG, Dynamic Context Discovery (DCD), and Backup StrategyFeb 16, 2026. Build robust AI apps! This architecture uses Vector DB, RAG, DCD & metadata for accurate, scalable, and reliable responses. Includes backup strategy.
How Web Developers Actually Debug Production IssuesDec 15, 2025. A practical, real-world guide on how experienced web developers debug production issues. Focused on Angular applications with enterprise-grade practices and examples. Explains mindset, tools, and processes used by senior developers in real production systems.
Entity Framework Core – A Complete and Deep ExplanationDec 06, 2025. This article provides a complete, descriptive, and beginner-to-advanced explanation of Entity Framework Core (EF Core). It covers how EF Core works internally, its core components, change tracking, relationship handling, migrations, DbContext, DbSet, performance features, advanced capabilities, concurrency handling, shadow properties, value conversions, global filters, interceptors, and when EF Core is suitable for real-world .NET applications. Written in a simple, clear style, this guide helps developers understand EF Core deeply without focusing on LINQ or specific approaches.
Highly Customizable Reporting Architecture (Metadata → SQL → API → UI)Nov 21, 2025. Build a highly customizable reporting architecture using metadata. Empower users to create reports without code, ensuring security, scalability, and flexibility.
Highly Customizable Reporting Architecture (Metadata → SQL → API → UI)Nov 21, 2025. Build flexible reporting systems using metadata! Automate SQL, API, and UI generation. Empower non-developers to create reports without coding. Scale reporting easily.
Fixing Special-Character Folder Names and Applying Default Metadata in SharePoint Online Using CSOMNov 19, 2025. Fix SharePoint Online folder metadata issues caused by special characters in folder names. This guide provides a PowerShell CSOM script to apply default metadata correctly.
Creating a Metadata-Driven API Engine (API structure loaded from DB, no code changes)Nov 19, 2025. Build APIs without code changes! This guide shows how to create a metadata-driven API engine for faster iteration, centralized governance, and reduced maintenance.
Dynamic Form Builder: Building Adaptive UI with Angular Reactive Forms and ASP.NET Core Metadata APINov 04, 2025. Build dynamic forms in Angular with ASP.NET Core! Use metadata to render forms at runtime, avoiding hardcoded HTML. Ideal for scalable enterprise apps.
Understanding Reflection in C#Oct 29, 2025. Explore C# Reflection in ASP.NET WebForms! Dynamically inspect types, create objects, and invoke methods at runtime. Perfect for plugins and dynamic UIs.
Vercel Agent: AI-Powered Code Review & Incident Investigation ToolOct 24, 2025. Learn how Vercel Agent brings AI to your development workflow—automated code reviews, production incident investigations, validated suggestions, and unified platform integration.
Unlocking Runtime Intelligence: A Formal Exploration of Reflection in .NETOct 18, 2025. Unlock the power of runtime intelligence with .NET Reflection! This article explores how to inspect and manipulate .NET code at runtime, covering key components like Assembly and Type inspection, dynamic member invocation, and custom attributes. Discover practical applications in dependency injection, ORMs, and testing, while learning best practices for performance and security. Explore alternatives like source generators for optimized metadata access.
Choose a Data Storage Approach at the CloudAug 23, 2025. This Article explains different types of data classification—structured, semi-structured, and unstructured data—in simple, easy-to-understand language. It breaks down how each type is stored, organized, and used, with real-world examples like product catalogs, photos, and business reports. We also explored common data serialization formats (XML, JSON, YAML) with plain explanations, examples, pros and cons, and a comparison table. Finally, we summarized everything with a visual infographic and a comparison table to make it easy to remember.
Advanced Document Set and Metadata-Driven Folder Management in SharePoint with PnPjsAug 19, 2025. Learn how to manage SharePoint documents using Document Sets, metadata-driven folders, and PnPjs in SPFx. Automate creation, enforce governance, and improve organization, compliance, and discoverability in enterprise libraries.
Upload, Download, and Manage Files in SharePoint OnlineAug 18, 2025. Learn how to manage SharePoint files in SPFx using PnPjs: upload, download, update, delete files, handle version history, set metadata, and use chunked uploads for large files efficiently and securely.
Folder Management in SharePoint Online with PnPjs and SPFxAug 18, 2025. Learn how to manage folders in SharePoint Online using PnPjs within SPFx. Explore folder creation, file upload, metadata updates, and governance best practices for efficient document library management.
Architecting Reusable Metadata (Site Columns) with Content Type HubAug 15, 2025. Even though I’ve worked with the Content Type Hub in several projects, I often found it confusing to set up and wasn’t always sure which best practices to follow. This time, I’ve been given a unique requirement that lets me combine what I’ve learned before with a fresh point of view. It finally feels like the right time to share my experience based on real, hands-on work.
How document's metadata/property sync behaves - SPO To MS Office Files (Word, Excel, PPT) and MS Office Files Aug 16, 2025. Learn how document metadata and property synchronization works between SharePoint Online (SPO) and Microsoft Office files like Word, Excel, and PowerPoint. Understand sync behavior, limitations, and best practices for managing file properties across platforms.
Evolution of Database SystemsJul 31, 2025. This article traces the evolution of databases from flat files to AI-driven metadata systems, highlighting how intelligent architectures are transforming data discoverability, governance, and operational efficiency in modern platforms.
Creating a Semantic Model in Microsoft Fabric WarehouseJul 15, 2025. Transform raw warehouse tables into business-friendly insights using semantic models in Microsoft Fabric Warehouse. Enable self-service analytics, Power BI integration, and centralized data modeling with ease.
Migrate SharePoint On-Premise Data to Online via ShareGateJun 30, 2025. Learn how to migrate data from SharePoint 2019 to SharePoint Online using ShareGate. This guide covers prerequisites, step-by-step migration, authentication, metadata handling, and best practices for success.
🔍 Efficient Ways to Organize Your SharePoint Document LibrariesJun 09, 2025. A well-structured SharePoint document library is essential for productivity and ease of access. Whether you're starting from scratch or planning a clean-up, here are four smart organizational methods to manage your files better—and when to apply each.
How to Update a Managed Metadata Field Value in SPFxFeb 19, 2025. Updating a Managed Metadata field in SharePoint Framework (SPFx) with the latest version of PnP.js (SPFI) is straightforward once you understand the basics.
SharePoint Online - Add/Update Taxonomy Field Using Graph API Oct 25, 2024. This guide covers step-by-step instructions for integrating taxonomy fields, managing metadata, and customizing fields in SharePoint lists and document libraries. Enhance your SharePoint solutions with precise metadata control.
Dependency Properties in WPF: Benefits, Usage, and Examples in C#Oct 21, 2024. A Dependency Property in WPF is a specialized property supported by the WPF property system. It enables data binding, styling, animation, and value inheritance. This system improves memory efficiency and provides automatic change notifications, making it essential for dynamic, data-driven applications.
Using Attributes and Metadata in C# 12Oct 20, 2024. Ziggy Rafiq demonstrates how to use attributes and metadata in C# 12 including improvements in parameter types, reflection capabilities, and best practices for maintaining self-documenting code.
Understanding List Column Data Types in SharePoint Oct 15, 2024. SharePoint allows users to create and manage lists with various column types, such as text, number, date, and lookup fields. These columns help organize and store data effectively, ensuring better reporting and data integrity.
A Detailed Explanation of COUNT in SQL ServerOct 01, 2024. This article explores the differences between SQL counting methods: COUNT(*), COUNT(1), COUNT(column_name), and COUNT(DISTINCT column_name). It highlights their purposes, performance considerations, and use cases, emphasizing the importance of choosing the right COUNT function for efficient queries.
Update Taxonomy Metadata Field with Multiple Values Using Logic AppSep 19, 2024. This guide covers automating metadata management, configuring Logic Apps to handle dynamic updates, and simplifying the process of managing SharePoint Taxonomy Metadata fields efficiently.
Site Column & List Column and Site Content TypeSep 03, 2024. This article covers SharePoint's Site Columns, List Columns, and Site Content Types. It explains the differences between Site and List Columns, including their scope, reusability, and management.
Managed Metadata In SharePointAug 13, 2024. This article is about Managed Metadata in SharePoint. Managed Metadata in SharePoint centralizes term management across sites, enhancing content organization and consistency. It improves search accuracy, prevents data mismatches, and supports efficient content tagging through taxonomy and term sets.
Understanding @wraps in Python: Preserving Function MetadataJul 07, 2024. Explore the intricacies of Python's @wraps decorator, essential for preserving function metadata. Learn how @wraps simplifies debugging, maintains docstrings, and ensures correct function signatures, enhancing clarity and reliability in your Python codebase.
Query to find Table Name, Row Count, Column Count and Data SizeJul 02, 2024. This guide covers techniques to query and display table names, row counts, column counts, and data sizes efficiently. Ideal for database administrators and developers seeking to optimize data management and performance analysis.
Understanding Reflection in C# May 28, 2024. Reflection in C# allows runtime inspection and interaction with object types and members, enabling dynamic invocation, type inspection, and metadata access. It's powerful for development tools and debugging utilities.
Understanding the .NET Internal Compile ProcessMar 11, 2024. In this article, we will learn about CLR, Jit Compiler, and how the .NET compilation process works. Understanding the .NET internal compile process involves dissecting how source code is translated into executable binaries.
Metadata-Driven Architecture in Data EngineeringFeb 01, 2024. This article explains how data engineers can make their work more flexible and efficient using Metadata-Driven Architecture (MDA). It breaks down two methods: one using a central database (good for structured work like in Azure Data Factory) and another using external files (great for collaborative projects, especially with Databricks).
Upload Files and Metadata to SharePoint in PowerAppsJan 04, 2024. In this article, we will learn to Upload Files and Metadata to SharePoint in PowerApps using Power Automate. Upload files and metadata from PowerApps to SharePoint using Power Automate in three simple steps. Create a user-friendly form, configure the flow, and integrate PowerApps for efficient file management.
How to Use Custom Attributes in C#Oct 10, 2023. Custom attributes in C# allow developers to annotate code elements with metadata for improved runtime behavior and information retrieval. This practical guide explores the creation, implementation, and usage of custom attributes in C#. Learn how to define custom attributes, apply them to code entities, and leverage reflection to access attribute information dynamically. Discover the versatility of custom attributes for enhancing code readability, facilitating debugging, and enabling a more efficient software development process. Gain insights into best practices and real-world scenarios for effectively utilizing custom attributes within your C# projects.
Overcoming Limitations of Get Metadata Activity in Azure Data Factory / SynapseOct 05, 2023. Overcoming Limitations of Get Metadata Activity in Azure Data Factory / Synapse
Creating Custom Metadata in C# AttributesSep 14, 2023. C# attributes are metadata markers, enhancing code with additional information. They can be applied to classes, methods, and more. Custom attributes empower developers to create metadata tailored to their needs, accessed via reflection. This article explores the world of custom attributes in C#, including their creation, application, and benefits.
Export Sharepoint List Metadata Using Power AutomateJun 15, 2023. In this article, I will explain, how can we export a SharePoint list metadata using Power automate. While doing that, we will learn many basic concepts of Power Automate like how to use JSON, strings, arrays etc.
Understanding the Role of Metadata in HTMLMay 01, 2023. In this article, you will learn about Metadata Element in HTML5.
SEO Essentials: How to Use HTML Metadata ElementsApr 26, 2023. Learn about the power of metadata elements for SEO success. Discover how to optimize your title tag, meta description, canonical tag, keyword tag, and robots meta tag for better search engine rankings. This comprehensive guide will provide you with everything you need to know about metadata elements and how to use them effectively.
Get Dynamic 365 Field Metadata In A Canvas App Using DataSourceinfo FunctionMar 21, 2023. We can leverage DataSourceInfo function to enrich your Common Data Service form in a Canvas Power App by showing some metadata about fields.
.NET Vs COM (.NET In Deep)Feb 27, 2023. This article describes the details of the differences between .NET and COM technology. Also, you can find more information how.Net is working under the hood
How To Get Metadata Information Of An Azure Instance Using REST APIJan 12, 2023. In this article, you will learn how to get Metadata Information of an Azure Instance using REST API.
Persist Method Execution Metadata In Oracle Using ASP.NET CoreApr 01, 2022. This article presents a discussion on how we can capture method execution metadata such as execution time, method name, controller name, etc and save these details in an Oracle database.
Global Navigation In Modern SharePoint Using SPFx, PnP And Fluent UIJul 14, 2021. Step by Step Process to implement Global Navigation using SPFx application customizer, PnP taxonomy API using Fluent UI Controls for SharePoint Modern Sites
Let's Understand How Git Maintains History Of Version Or Commit Ids 📥📤 With DetailsApr 28, 2021. In this article, you will Delve into Git's intricate versioning system, uncovering its robust method of tracking changes through commit IDs and the underlying mechanisms of branch management and repository history, unraveling the intricacies of version control in detail.
Generating Client Code From OData MetadataJun 08, 2020. This article will guide you through a step-by-step method of generating proxy classes from OData metadata.
Create and Use Site Content Type in Content Type HubMar 19, 2020. In this article, you will learn how to create, publish, republish, delete and use site content type in content type hub in SharePoint online.
Create a TermSet And Taxonomy Field Using PnP PowershellDec 03, 2019. Let's see how to create a TermSet, add Terms to the TermSet in SharePoint, and create Taxonomy fields in the SharePoint List or as Site Columns using PnP PowerShell
Updating A Managed Metadata (MMS) Column Dynamically In A SharePoint List Using MS FlowSep 19, 2019. When updating an MMS Column in a SharePoint list, the value of the MMS column is expected to be in a certain format. This article explains the right way of updating these columns from MS Flow by identifying the Terms Guid.
Getting Started With Device Twin In Azure IoT Hub (.NET)Aug 27, 2019. In this article, you are going to see how to create an IoT device identity in the IoT Hub’s identity registry and how to add device metadata as tags from the back-end app. Then create a simulated device app to report the device connectivity information in the device twin. Here, you can also learn how to query this information using IoT query language.
Learn Angular 8 Step By Step in 10 Days – Day 1Aug 04, 2019. Embark on a 10-day journey to master Angular 8 step by step. Day 1 focuses on laying a strong foundation, covering Angular basics, components, and directives, setting you on the path to becoming a proficient Angular developer.
SharePoint Online And On-Premise Event Receiver Job For Managed Metadata ServiceAug 01, 2019. In this article, you will learn about SharePoint Online and On-Premise event receiver job for managed metadata service.
Read Modern SharePoint Page Metadata In SPFx WebPart Using PnPJul 03, 2019. In this article, you will learn how to read Modern SharePoint page metadata in SPFx WebPart using PnP.
Update Taxonomy Or Managed Metadata Field Via SharePoint JSOMJun 16, 2019. In this article, you will learn how to update the taxonomy or managed metadata field via SharePoint JSOM.
Shadow Properties In Entity Framework CoreMay 22, 2019. In this article, you will learn Entity Framework Core's shadow properties, and hidden fields in the model that aren't mapped to the database schema directly. Learn how to leverage them for metadata storage, auditing, or tracking without cluttering your entity classes or database tables.
How To Fill SharePoint Metadata In Word Document Template Using Quick Parts And FLOWMay 21, 2019. In this article, we will see how to generate a document from a Word template, and fill the data dynamically using Quick parts and FLOW.
How To Import Managed Metadata Into SharePointFeb 14, 2019. Managed metadata is a hierarchical collection of centrally managed terms that you can define, and then use as attributes for items in SharePoint Server 2013.
Working With Contacts List In SharePointJan 03, 2019. This article is part 38 of a comprehensive SharePoint series, covering topics from web applications to custom lists. It delves into Contact Lists in SharePoint, explaining their creation process, advantages, and operations involved.
Overview Of Components In AngularOct 25, 2018. In this article, we are going to learn the basics of Angular components. We are going to learn what exactly makes up the component and how we can add a new component to our Angular application with the help of Angular CLI.
Creating Managed Metadata Column Using Site Script And Site DesignSep 25, 2018. In this article you will learn about creating managed metadata column using site script and site design in SharePoint online.
How To Create And Apply Label In SharePoint OnlineAug 14, 2018. This article is about how we can create and apply labels in SharePoint Online. I am going to explain how we can create labels for retention policies at tenant level so that labels can be applicable across site collections.
Learn SharePoint In Series - Part Twenty Seven - Managed Metadata Columns TypeJul 25, 2018. In this article, I have explained Managed Metadata columns in brief
Learn SharePoint In Series - Part Seventeen - List Columns In SharePointJun 27, 2018. Delve into list columns in SharePoint, covering data types, customization, and metadata management. Learn how to optimize content organization and ensure efficient data validation for enhanced collaboration and productivity.
Learn SharePoint In Series - Part Fourteen - Enterprise Metadata And Keywords Settings In ListJun 20, 2018. Explore enterprise metadata and keyword settings in SharePoint lists. Learn to manage content classification, taxonomy, and information governance effectively within your organization's information architecture.
Add Or Update SharePoint TermStore (Managed Metadata) In SharePoint Framework (SPFx)Jun 18, 2018. Accessing SharePoint term store and play with that is not a big deal in SPFx, we do can with some tweaks. Since we don’t have direct REST API support for this service we will be using the old JSOM method to add/edit TermStore in SharePoint Framework webpart.
How To Read SharePoint TermStore Managed Metadata In SharePoint Framework (SPFx) With AngularJun 12, 2018. This guide demonstrates how to access SharePoint TermStore data in SPFx applications using the JSOM method. It covers configuring TypeScript, installing dependencies, and using SPComponentLoader to load necessary scripts.
How To Read SharePoint TermStore (Managed Metadata) Using REST APIJun 08, 2018. SharePoint itself provides REST API for each site you create. It is such wonderful thing to help the developers to manipulate maximum areas of the SharePoint like accessing lists, settings, users, user groups, navigation, etc. through the application that you built.
Setting Metadata On A Container And Blobs - Understanding Blob Storage - Part FiveMay 26, 2018. Azure blob and containers allow you to set your own custom metadata. You can either do the same via a portal or through the C# application.
Quick Model Database TidbitMay 11, 2018. "Quick Model Database Tidbit" refers to a concise and brief piece of information or knowledge about the "model" database in the context of a database management system like Microsoft SQL Server. This tidbit could cover various aspects of the "model" database, such as its purpose, characteristics, role in database creation, default settings, or any notable features. It's a snippet of information that provides a snapshot of key details about the "model" database in a short and easily digestible format.
Azure Blob Storage Service - Uploading A Blob And Set Container Propertied With Metadata - Part TwoJan 31, 2018. This article assumes that you already have an Azure Storage Account created and the solution file for Visual Studio which was created in the previous demo.
Update Managed Metadata Field Using SharePoint Designer 2013 WorkflowSep 12, 2017. In this article, I am going to explain how we can update a managed metadata field using SharePoint 2013 Designer Workflow. This solution will work for both SharePoint 2013 On-Premise and SharePoint Online (Office 365). I tested the below solution in Office 365 environment.
Boosting Up The Reflection Performance In C#Aug 10, 2017. Reflection is a way of obtaining metadata information about the types used in applications, which helps you describing the types, modules or assemblies at runtime. This is an extremely useful feature in the strongly-typed languages like C#.
Metadata Navigation And Filtering In SharePointJun 14, 2017. In the below article, I have explained how to create and configure metadata navigation and filtering in SharePoint lists and libraries.
Creating Groups In Managed Metadata Services In SharePointMay 04, 2017. This article illustrates creating groups in managed metadata Services in SharePoint.
Configure Managed Metadata Services May 04, 2017. This article helps you to configure managed Metadata Services in SharePoint.
Create A Responsive Navigation Menu Using Managed Metadata Navigation In SharePoint Server 2013Mar 22, 2017. In this article, I explain how to create a responsive navigation menu in SharePoint Server 2013.
Overview Of Managed Metadata In SharePoint Server 2013 And 2016Feb 23, 2017. In this article, we will see the systematic procedure to create and configure managed metadata Service Application in SharePoint 2013 and 2016.
SharePoint Server Managed Metadata Based NavigationFeb 23, 2017. In this article, let us see the systematic procedure to configure Managed Metadata based Navigation SharePoint 2013 and 2016.
How To Call Salesforce Metadata API From C#.NETSep 18, 2016. In this article, you will learn how to connect or integrate Salesforce Metadata API with C#.NET.
Overview Of Oracle Package DBMS METADATAJul 21, 2016. In this article, you will learn about Oracle Package DBMS METADATA.
Map Term Set To Metadata Site Column On SharePoint Using JavaScript Object ModelJun 24, 2016. In this article, you will learn how to map a SharePoint taxonomy term set to a metadata site column, using JavaScript Object Model on SharePoint 2013/SharePoint online sites.
Configure Search And Investigation On The Security And Compliance Center On SharePoint Office 365Jun 21, 2016. In this article, you will learn how to configure search and investigation on the security and compliance center on SharePoint Office 365.
Managed Metadata Navigation In SharePoint Using Terms And TermsetsJun 13, 2016. In this article, you will learn about managed metadata navigation in SharePoint using terms and termsets.
Create And Configure Managed Metadata Service Application In SharePoint 2016May 27, 2016. In this article you will learn how to create and configure Managed Metadata Service Application in SharePoint 2016.
Containment In OData V4 Using Web APIMay 14, 2016. In this article, we will learn how to define containment in an OData endpoint in Web API 2.2.

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